Stop re-explaining yourself.
Your AI history, unified into one private context layer.
Unified Context Mesh turns exported ChatGPT, Claude, and Gemini history into app-ready context for every Ailiur app — so you never restate who you are, what you are building, or the decisions you already made.
Unifies the histories you already have
- ChatGPT
- Claude
- Gemini
A memory engine for people who live across AI tools.
Three quiet steps turn months of scattered conversations into context your tools can actually use. Nothing leaves your control along the way.
- 01
Import
Bring your own ChatGPT, Claude, and Gemini exports. UCM ingests them privately — no scraping, no re-typing, no copy-paste.
- 02
Embed
Conversations are cleaned of noise and turned into semantic vectors, then tagged to the Ailiur pillars they belong to.
- 03
Retrieve
Every Ailiur app queries the mesh and gets back a tight context packet — the right decisions, preferences, and history, on demand.
Your best context is trapped in the wrong place.
You have already explained yourself a hundred times — your goals, your stack, your taste, the decisions you have already made. But it lives in three separate chat histories that cannot talk to each other, and none of your tools can reach it.
- ChatGPT
Strategy threads, drafts, and half-finished plans.
- Claude
Deep reasoning, codebase decisions, and long context.
- Gemini
Research, summaries, and scattered exploration.
- Cold starts — every new chat begins from zero.
- Endless copy-paste between tools and tabs.
- Decisions you already made, lost in old threads.
- Re-explaining the same context again and again.
- Prompt bloat from pasting your whole life into the box.
Ask your past work what your next app should know.
Type a question, and the Context Packet Builder assembles the relevant decisions, preferences, and history from across your AI exports — the same packet an Ailiur app would receive. Mock data only; nothing here touches a real account.
Matrix
Packet
Choose a project and ask what your next app should remember.
This demo uses mock data. Real imports would require user-authorized exports.
Infrastructure for context, not another notes app.
UCM does one thing well: it makes the context you already created instantly useful to the tools you already use.
Private export ingestion
Bring your own ChatGPT, Claude, and Gemini exports. UCM reads them on your terms — never the other way around.
Noise stripping
Boilerplate, dead ends, and filler are filtered out so only the signal — decisions, preferences, facts — survives.
Semantic vector search
Retrieval by meaning, not keywords. Ask in plain language and get back what you actually meant.
Ailiur pillar tagging
Every memory is tagged to the Ailiur pillars it belongs to, so the right app gets the right slice of you.
Source provenance
Every retrieved fact carries its origin — which tool, which conversation — so you can always trace it back.
Local-first architecture
Your mesh lives close to you, not in someone else’s walled garden. Portable by design, private by default.
Instant context packets
Apps request a packet and get back a compact, ready-to-use brief — no prompt bloat, no re-explaining.
One mesh, every Ailiur app.
The same context layer feeds each app a different view of you — the slice that makes that app feel like it already knows you.
- Health behavior context
Qetos
Surfaces the routines, constraints, and goals you have already described, so health guidance starts where you are.
- Learning history
Enchiridion
Remembers what you have studied and struggled with, so new material builds on what you already know.
- Goals, assets & workflow memory
Doblu
Carries your objectives, assets, and the way you actually work into every plan and handoff.
- Creative taste graph
Tayzt
Holds the aesthetic decisions and references you keep returning to, so creative output matches your taste.
- Codebase decisions & AI IDE context
Tellumetry
Recalls architectural decisions and coding context, so your agents start informed instead of guessing.
Not another notes app. Not another chatbot.
UCM is a portable context layer that sits beneath your tools — it does not ask you to write more, and it does not lock your memory inside one vendor.
| Manual notes | Platform memory | Unified Context Mesh | |
|---|---|---|---|
| Where it lives | Scattered files & docs | Locked inside one vendor | A portable layer you own |
| Across AI tools | Manual copy-paste | Only that platform’s chats | ChatGPT, Claude & Gemini together |
| How it finds things | You search from memory | Keyword history search | Semantic vector retrieval |
| Knows your projects | Only if you wrote it down | Generic, not Ailiur-aware | Tagged to Ailiur pillars |
| Portability | Yours, but inert | Leaves when you leave | Yours, and instantly usable |
| Feels like | A second job | A walled garden | Quiet infrastructure |
The hidden layer beneath Ailiur.
Ailiur apps should not feel like isolated products. They should feel like rooms in the same intelligent house. UCM is the hallway between them.
Bring your context home.
Unified Context Mesh is in private development. Join the waitlist to help shape the mesh and get early access as we open it up.
Give us your honest feedback.
UCM is early, and it's shaped by the people who use it. Tell us what's working, what's missing, and what we should build next — it goes straight to the team.